Table 2.
Representative software tools predicting Sec substrates in Gram-negative bacteria.
Tool | Algorithms | Target | URL or reference |
---|---|---|---|
SignalP4 | Artificial Neural Network (ANN) | Sec/SPI; Cleavage site | https://services.healthtech.dtu.dk/service.php?SignalP-4.1; [13] |
SignalP5 | Deep Neural Network (DNN) | Sec/SPI; Sec/SPII; Tat/SPI; Cleavage site | https://services.healthtech.dtu.dk/service.php?SignalP-5.0; [14] |
Signal-BLAST | BLASTP | Sec/SPI | http://sigpep.services.came.sbg.ac.at/signalblast.html; [15] |
Signal-3L 2.0 | Hierarchical Mixture Model | Sec/SPI; TMH; Cleavage site | http://www.csbio.sjtu.edu.cn/bioinf/Signal-3L; [16] |
PrediSi | Position Weight Matrix (PWM) | Sec/SPI | http://www.predisi.de; [17] |
Signal-CF | Pseudo Amino Acid Composition;K Nearest Neighbor Classifier | Sec/SPI; Cleavage site | http://www.csbio.sjtu.edu.cn/bioinf/Signal-CF; [18] |
LipoP | HMM | Sec/SPI; Sec/SPII; TMH | https://services.healthtech.dtu.dk/service.php?LipoP; [19] |
SPEPlip | ANN; Regular Expression Search | Sec/SPI; Lipoprotein; Cleavage site | http://gpcr.biocomp.unibo.it/cgi/predictors/spep/pred_spepcgi.cgi; [20] |
Phobius/ PolyPhobius | Hidden Markov Model (HMM) | Sec/SPI; Full-protein TM topology | http://phobius.sbc.su.se; [21], [22] |
Philius | Dynamic Bayesian Network (DBN) | Sec/SPI; Full-protein TM topology; Protein type | http://www.yeastrc.org/philius; [23] |
TOPCONS | Consensus prediction | Sec/SPI; Full-protein TM topology; Protein type | http://topcons.net; [24] |
SPOCTOPUS | ANN and HMM | Sec/SPI; TMH | http://octopus.cbr.su.se; [25] |
MEMSAT3/ MEMSAT-SVM | ANN; Support Vector Machine (SVM) | Sec/SPI; TMH; Re-entrant helix; Protein type | http://bioinf.cs.ucl.ac.uk/psipred; [26], [27] |
DeepSig | Deep Convolutional Neural Network(DCNN); Grammar-Restrained Hidden Conditional Random Field | Sec/SPI; Cleavage site | https://deepsig.biocomp.unibo.it/deepsig; [28] |
SigUNet | Convolutional Neural Network (CNN) | Sec/SPI | https://github.com/mbilab/SigUNet; [295] |
Signal-3L 3.0 | Attention Deep Learning; Window-Based Scoring | Sec/SPI; Cleavage site | http://www.csbio.sjtu.edu.cn/bioinf/Signal-3L; [296] |